library(tidymodels)
data(ames, package = "modeldata")
str(ames)
## tibble [2,930 × 74] (S3: tbl_df/tbl/data.frame)
## $ MS_SubClass : Factor w/ 16 levels "One_Story_1946_and_Newer_All_Styles",..: 1 1 1 1 6 6 12 12 12 6 ...
## $ MS_Zoning : Factor w/ 7 levels "Floating_Village_Residential",..: 3 2 3 3 3 3 3 3 3 3 ...
## $ Lot_Frontage : num [1:2930] 141 80 81 93 74 78 41 43 39 60 ...
## $ Lot_Area : int [1:2930] 31770 11622 14267 11160 13830 9978 4920 5005 5389 7500 ...
## $ Street : Factor w/ 2 levels "Grvl","Pave": 2 2 2 2 2 2 2 2 2 2 ...
## $ Alley : Factor w/ 3 levels "Gravel","No_Alley_Access",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Lot_Shape : Factor w/ 4 levels "Regular","Slightly_Irregular",..: 2 1 2 1 2 2 1 2 2 1 ...
## $ Land_Contour : Factor w/ 4 levels "Bnk","HLS","Low",..: 4 4 4 4 4 4 4 2 4 4 ...
## $ Utilities : Factor w/ 3 levels "AllPub","NoSeWa",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Lot_Config : Factor w/ 5 levels "Corner","CulDSac",..: 1 5 1 1 5 5 5 5 5 5 ...
## $ Land_Slope : Factor w/ 3 levels "Gtl","Mod","Sev": 1 1 1 1 1 1 1 1 1 1 ...
## $ Neighborhood : Factor w/ 29 levels "North_Ames","College_Creek",..: 1 1 1 1 7 7 17 17 17 7 ...
## $ Condition_1 : Factor w/ 9 levels "Artery","Feedr",..: 3 2 3 3 3 3 3 3 3 3 ...
## $ Condition_2 : Factor w/ 8 levels "Artery","Feedr",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ Bldg_Type : Factor w/ 5 levels "OneFam","TwoFmCon",..: 1 1 1 1 1 1 5 5 5 1 ...
## $ House_Style : Factor w/ 8 levels "One_and_Half_Fin",..: 3 3 3 3 8 8 3 3 3 8 ...
## $ Overall_Cond : Factor w/ 10 levels "Very_Poor","Poor",..: 5 6 6 5 5 6 5 5 5 5 ...
## $ Year_Built : int [1:2930] 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
## $ Year_Remod_Add : int [1:2930] 1960 1961 1958 1968 1998 1998 2001 1992 1996 1999 ...
## $ Roof_Style : Factor w/ 6 levels "Flat","Gable",..: 4 2 4 4 2 2 2 2 2 2 ...
## $ Roof_Matl : Factor w/ 8 levels "ClyTile","CompShg",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Exterior_1st : Factor w/ 16 levels "AsbShng","AsphShn",..: 4 14 15 4 14 14 6 7 6 14 ...
## $ Exterior_2nd : Factor w/ 17 levels "AsbShng","AsphShn",..: 11 15 16 4 15 15 6 7 6 15 ...
## $ Mas_Vnr_Type : Factor w/ 5 levels "BrkCmn","BrkFace",..: 5 4 2 4 4 2 4 4 4 4 ...
## $ Mas_Vnr_Area : num [1:2930] 112 0 108 0 0 20 0 0 0 0 ...
## $ Exter_Cond : Factor w/ 5 levels "Excellent","Fair",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ Foundation : Factor w/ 6 levels "BrkTil","CBlock",..: 2 2 2 2 3 3 3 3 3 3 ...
## $ Bsmt_Cond : Factor w/ 6 levels "Excellent","Fair",..: 3 6 6 6 6 6 6 6 6 6 ...
## $ Bsmt_Exposure : Factor w/ 5 levels "Av","Gd","Mn",..: 2 4 4 4 4 4 3 4 4 4 ...
## $ BsmtFin_Type_1 : Factor w/ 7 levels "ALQ","BLQ","GLQ",..: 2 6 1 1 3 3 3 1 3 7 ...
## $ BsmtFin_SF_1 : num [1:2930] 2 6 1 1 3 3 3 1 3 7 ...
## $ BsmtFin_Type_2 : Factor w/ 7 levels "ALQ","BLQ","GLQ",..: 7 4 7 7 7 7 7 7 7 7 ...
## $ BsmtFin_SF_2 : num [1:2930] 0 144 0 0 0 0 0 0 0 0 ...
## $ Bsmt_Unf_SF : num [1:2930] 441 270 406 1045 137 ...
## $ Total_Bsmt_SF : num [1:2930] 1080 882 1329 2110 928 ...
## $ Heating : Factor w/ 6 levels "Floor","GasA",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Heating_QC : Factor w/ 5 levels "Excellent","Fair",..: 2 5 5 1 3 1 1 1 1 3 ...
## $ Central_Air : Factor w/ 2 levels "N","Y": 2 2 2 2 2 2 2 2 2 2 ...
## $ Electrical : Factor w/ 6 levels "FuseA","FuseF",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ First_Flr_SF : int [1:2930] 1656 896 1329 2110 928 926 1338 1280 1616 1028 ...
## $ Second_Flr_SF : int [1:2930] 0 0 0 0 701 678 0 0 0 776 ...
## $ Gr_Liv_Area : int [1:2930] 1656 896 1329 2110 1629 1604 1338 1280 1616 1804 ...
## $ Bsmt_Full_Bath : num [1:2930] 1 0 0 1 0 0 1 0 1 0 ...
## $ Bsmt_Half_Bath : num [1:2930] 0 0 0 0 0 0 0 0 0 0 ...
## $ Full_Bath : int [1:2930] 1 1 1 2 2 2 2 2 2 2 ...
## $ Half_Bath : int [1:2930] 0 0 1 1 1 1 0 0 0 1 ...
## $ Bedroom_AbvGr : int [1:2930] 3 2 3 3 3 3 2 2 2 3 ...
## $ Kitchen_AbvGr : int [1:2930] 1 1 1 1 1 1 1 1 1 1 ...
## $ TotRms_AbvGrd : int [1:2930] 7 5 6 8 6 7 6 5 5 7 ...
## $ Functional : Factor w/ 8 levels "Maj1","Maj2",..: 8 8 8 8 8 8 8 8 8 8 ...
## $ Fireplaces : int [1:2930] 2 0 0 2 1 1 0 0 1 1 ...
## $ Garage_Type : Factor w/ 7 levels "Attchd","Basment",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Garage_Finish : Factor w/ 4 levels "Fin","No_Garage",..: 1 4 4 1 1 1 1 3 3 1 ...
## $ Garage_Cars : num [1:2930] 2 1 1 2 2 2 2 2 2 2 ...
## $ Garage_Area : num [1:2930] 528 730 312 522 482 470 582 506 608 442 ...
## $ Garage_Cond : Factor w/ 6 levels "Excellent","Fair",..: 6 6 6 6 6 6 6 6 6 6 ...
## $ Paved_Drive : Factor w/ 3 levels "Dirt_Gravel",..: 2 3 3 3 3 3 3 3 3 3 ...
## $ Wood_Deck_SF : int [1:2930] 210 140 393 0 212 360 0 0 237 140 ...
## $ Open_Porch_SF : int [1:2930] 62 0 36 0 34 36 0 82 152 60 ...
## $ Enclosed_Porch : int [1:2930] 0 0 0 0 0 0 170 0 0 0 ...
## $ Three_season_porch: int [1:2930] 0 0 0 0 0 0 0 0 0 0 ...
## $ Screen_Porch : int [1:2930] 0 120 0 0 0 0 0 144 0 0 ...
## $ Pool_Area : int [1:2930] 0 0 0 0 0 0 0 0 0 0 ...
## $ Pool_QC : Factor w/ 5 levels "Excellent","Fair",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ Fence : Factor w/ 5 levels "Good_Privacy",..: 5 3 5 5 3 5 5 5 5 5 ...
## $ Misc_Feature : Factor w/ 6 levels "Elev","Gar2",..: 3 3 2 3 3 3 3 3 3 3 ...
## $ Misc_Val : int [1:2930] 0 0 12500 0 0 0 0 0 0 0 ...
## $ Mo_Sold : int [1:2930] 5 6 6 4 3 6 4 1 3 6 ...
## $ Year_Sold : int [1:2930] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...
## $ Sale_Type : Factor w/ 10 levels "COD","Con","ConLD",..: 10 10 10 10 10 10 10 10 10 10 ...
## $ Sale_Condition : Factor w/ 6 levels "Abnorml","AdjLand",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ Sale_Price : int [1:2930] 215000 105000 172000 244000 189900 195500 213500 191500 236500 189000 ...
## $ Longitude : num [1:2930] -93.6 -93.6 -93.6 -93.6 -93.6 ...
## $ Latitude : num [1:2930] 42.1 42.1 42.1 42.1 42.1 ...
## - attr(*, "spec")=List of 2
## ..$ cols :List of 82
## .. ..$ Order : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ PID : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ MS SubClass : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ MS Zoning : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Lot Frontage : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Lot Area : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Street : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Alley : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Lot Shape : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Land Contour : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Utilities : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Lot Config : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Land Slope : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Neighborhood : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Condition 1 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Condition 2 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Bldg Type : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ House Style : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Overall Qual : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Overall Cond : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Year Built : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Year Remod/Add : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Roof Style : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Roof Matl : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Exterior 1st : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Exterior 2nd : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Mas Vnr Type : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Mas Vnr Area : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Exter Qual : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Exter Cond : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Foundation : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Bsmt Qual : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Bsmt Cond : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Bsmt Exposure : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ BsmtFin Type 1 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ BsmtFin SF 1 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ BsmtFin Type 2 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ BsmtFin SF 2 : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Bsmt Unf SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Total Bsmt SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Heating : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Heating QC : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Central Air : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Electrical : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ 1st Flr SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ 2nd Flr SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Low Qual Fin SF: list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Gr Liv Area : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Bsmt Full Bath : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Bsmt Half Bath : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Full Bath : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Half Bath : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Bedroom AbvGr : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Kitchen AbvGr : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Kitchen Qual : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ TotRms AbvGrd : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Functional : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Fireplaces : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Fireplace Qu : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Garage Type : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Garage Yr Blt : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Garage Finish : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Garage Cars : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Garage Area : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Garage Qual : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Garage Cond : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Paved Drive : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Wood Deck SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Open Porch SF : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Enclosed Porch : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ 3Ssn Porch : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Screen Porch : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Pool Area : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Pool QC : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Fence : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Misc Feature : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Misc Val : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Mo Sold : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Yr Sold : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## .. ..$ Sale Type : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ Sale Condition : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector"
## .. ..$ SalePrice : list()
## .. .. ..- attr(*, "class")= chr [1:2] "collector_integer" "collector"
## ..$ default: list()
## .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector"
## ..- attr(*, "class")= chr "col_spec"
## MS_SubClass
## One_Story_1946_and_Newer_All_Styles :1079
## Two_Story_1946_and_Newer : 575
## One_and_Half_Story_Finished_All_Ages: 287
## One_Story_PUD_1946_and_Newer : 192
## One_Story_1945_and_Older : 139
## Two_Story_PUD_1946_and_Newer : 129
## (Other) : 529
## MS_Zoning Lot_Frontage Lot_Area
## Floating_Village_Residential: 139 Min. : 0.00 Min. : 1300
## Residential_High_Density : 27 1st Qu.: 43.00 1st Qu.: 7440
## Residential_Low_Density :2273 Median : 63.00 Median : 9436
## Residential_Medium_Density : 462 Mean : 57.65 Mean : 10148
## A_agr : 2 3rd Qu.: 78.00 3rd Qu.: 11555
## C_all : 25 Max. :313.00 Max. :215245
## I_all : 2
## Street Alley Lot_Shape Land_Contour
## Grvl: 12 Gravel : 120 Regular :1859 Bnk: 117
## Pave:2918 No_Alley_Access:2732 Slightly_Irregular : 979 HLS: 120
## Paved : 78 Moderately_Irregular: 76 Low: 60
## Irregular : 16 Lvl:2633
##
##
##
## Utilities Lot_Config Land_Slope Neighborhood
## AllPub:2927 Corner : 511 Gtl:2789 North_Ames : 443
## NoSeWa: 1 CulDSac: 180 Mod: 125 College_Creek : 267
## NoSewr: 2 FR2 : 85 Sev: 16 Old_Town : 239
## FR3 : 14 Edwards : 194
## Inside :2140 Somerset : 182
## Northridge_Heights: 166
## (Other) :1439
## Condition_1 Condition_2 Bldg_Type House_Style
## Norm :2522 Norm :2900 OneFam :2425 One_Story :1481
## Feedr : 164 Feedr : 13 TwoFmCon: 62 Two_Story : 873
## Artery : 92 Artery : 5 Duplex : 109 One_and_Half_Fin: 314
## RRAn : 50 PosA : 4 Twnhs : 101 SLvl : 128
## PosN : 39 PosN : 4 TwnhsE : 233 SFoyer : 83
## RRAe : 28 RRNn : 2 Two_and_Half_Unf: 24
## (Other): 35 (Other): 2 (Other) : 27
## Overall_Cond Year_Built Year_Remod_Add Roof_Style
## Average :1654 Min. :1872 Min. :1950 Flat : 20
## Above_Average: 533 1st Qu.:1954 1st Qu.:1965 Gable :2321
## Good : 390 Median :1973 Median :1993 Gambrel: 22
## Very_Good : 144 Mean :1971 Mean :1984 Hip : 551
## Below_Average: 101 3rd Qu.:2001 3rd Qu.:2004 Mansard: 11
## Fair : 50 Max. :2010 Max. :2010 Shed : 5
## (Other) : 58
## Roof_Matl Exterior_1st Exterior_2nd Mas_Vnr_Type Mas_Vnr_Area
## CompShg:2887 VinylSd:1026 VinylSd:1015 BrkCmn : 25 Min. : 0.0
## Tar&Grv: 23 MetalSd: 450 MetalSd: 447 BrkFace: 880 1st Qu.: 0.0
## WdShake: 9 HdBoard: 442 HdBoard: 406 CBlock : 1 Median : 0.0
## WdShngl: 7 Wd Sdng: 420 Wd Sdng: 397 None :1775 Mean : 101.1
## ClyTile: 1 Plywood: 221 Plywood: 274 Stone : 249 3rd Qu.: 162.8
## Membran: 1 CemntBd: 126 CmentBd: 126 Max. :1600.0
## (Other): 2 (Other): 245 (Other): 265
## Exter_Cond Foundation Bsmt_Cond Bsmt_Exposure
## Excellent: 12 BrkTil: 311 Excellent : 3 Av : 418
## Fair : 67 CBlock:1244 Fair : 104 Gd : 284
## Good : 299 PConc :1310 Good : 122 Mn : 239
## Poor : 3 Slab : 49 No_Basement: 80 No :1906
## Typical :2549 Stone : 11 Poor : 5 No_Basement: 83
## Wood : 5 Typical :2616
##
## BsmtFin_Type_1 BsmtFin_SF_1 BsmtFin_Type_2 BsmtFin_SF_2
## ALQ :429 Min. :0.000 ALQ : 53 Min. : 0.00
## BLQ :269 1st Qu.:3.000 BLQ : 68 1st Qu.: 0.00
## GLQ :859 Median :3.000 GLQ : 34 Median : 0.00
## LwQ :154 Mean :4.177 LwQ : 89 Mean : 49.71
## No_Basement: 80 3rd Qu.:7.000 No_Basement: 81 3rd Qu.: 0.00
## Rec :288 Max. :7.000 Rec : 106 Max. :1526.00
## Unf :851 Unf :2499
## Bsmt_Unf_SF Total_Bsmt_SF Heating Heating_QC Central_Air
## Min. : 0.0 Min. : 0 Floor: 1 Excellent:1495 N: 196
## 1st Qu.: 219.0 1st Qu.: 793 GasA :2885 Fair : 92 Y:2734
## Median : 465.5 Median : 990 GasW : 27 Good : 476
## Mean : 559.1 Mean :1051 Grav : 9 Poor : 3
## 3rd Qu.: 801.8 3rd Qu.:1302 OthW : 2 Typical : 864
## Max. :2336.0 Max. :6110 Wall : 6
##
## Electrical First_Flr_SF Second_Flr_SF Gr_Liv_Area
## FuseA : 188 Min. : 334.0 Min. : 0.0 Min. : 334
## FuseF : 50 1st Qu.: 876.2 1st Qu.: 0.0 1st Qu.:1126
## FuseP : 8 Median :1084.0 Median : 0.0 Median :1442
## Mix : 1 Mean :1159.6 Mean : 335.5 Mean :1500
## SBrkr :2682 3rd Qu.:1384.0 3rd Qu.: 703.8 3rd Qu.:1743
## Unknown: 1 Max. :5095.0 Max. :2065.0 Max. :5642
##
## Bsmt_Full_Bath Bsmt_Half_Bath Full_Bath Half_Bath
## Min. :0.0000 Min. :0.00000 Min. :0.000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:1.000 1st Qu.:0.0000
## Median :0.0000 Median :0.00000 Median :2.000 Median :0.0000
## Mean :0.4311 Mean :0.06109 Mean :1.567 Mean :0.3795
## 3rd Qu.:1.0000 3rd Qu.:0.00000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :3.0000 Max. :2.00000 Max. :4.000 Max. :2.0000
##
## Bedroom_AbvGr Kitchen_AbvGr TotRms_AbvGrd Functional
## Min. :0.000 Min. :0.000 Min. : 2.000 Typ :2728
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.: 5.000 Min2 : 70
## Median :3.000 Median :1.000 Median : 6.000 Min1 : 65
## Mean :2.854 Mean :1.044 Mean : 6.443 Mod : 35
## 3rd Qu.:3.000 3rd Qu.:1.000 3rd Qu.: 7.000 Maj1 : 19
## Max. :8.000 Max. :3.000 Max. :15.000 Maj2 : 9
## (Other): 4
## Fireplaces Garage_Type Garage_Finish Garage_Cars
## Min. :0.0000 Attchd :1731 Fin : 728 Min. :0.000
## 1st Qu.:0.0000 Basment : 36 No_Garage: 159 1st Qu.:1.000
## Median :1.0000 BuiltIn : 186 RFn : 812 Median :2.000
## Mean :0.5993 CarPort : 15 Unf :1231 Mean :1.766
## 3rd Qu.:1.0000 Detchd : 782 3rd Qu.:2.000
## Max. :4.0000 More_Than_Two_Types: 23 Max. :5.000
## No_Garage : 157
## Garage_Area Garage_Cond Paved_Drive Wood_Deck_SF
## Min. : 0.0 Excellent: 3 Dirt_Gravel : 216 Min. : 0.00
## 1st Qu.: 320.0 Fair : 74 Partial_Pavement: 62 1st Qu.: 0.00
## Median : 480.0 Good : 15 Paved :2652 Median : 0.00
## Mean : 472.7 No_Garage: 159 Mean : 93.75
## 3rd Qu.: 576.0 Poor : 14 3rd Qu.: 168.00
## Max. :1488.0 Typical :2665 Max. :1424.00
##
## Open_Porch_SF Enclosed_Porch Three_season_porch Screen_Porch
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0
## Median : 27.00 Median : 0.00 Median : 0.000 Median : 0
## Mean : 47.53 Mean : 23.01 Mean : 2.592 Mean : 16
## 3rd Qu.: 70.00 3rd Qu.: 0.00 3rd Qu.: 0.000 3rd Qu.: 0
## Max. :742.00 Max. :1012.00 Max. :508.000 Max. :576
##
## Pool_Area Pool_QC Fence Misc_Feature
## Min. : 0.000 Excellent: 4 Good_Privacy : 118 Elev: 1
## 1st Qu.: 0.000 Fair : 2 Good_Wood : 112 Gar2: 5
## Median : 0.000 Good : 4 Minimum_Privacy : 330 None:2824
## Mean : 2.243 No_Pool :2917 Minimum_Wood_Wire: 12 Othr: 4
## 3rd Qu.: 0.000 Typical : 3 No_Fence :2358 Shed: 95
## Max. :800.000 TenC: 1
##
## Misc_Val Mo_Sold Year_Sold Sale_Type
## Min. : 0.00 Min. : 1.000 Min. :2006 WD :2536
## 1st Qu.: 0.00 1st Qu.: 4.000 1st Qu.:2007 New : 239
## Median : 0.00 Median : 6.000 Median :2008 COD : 87
## Mean : 50.63 Mean : 6.216 Mean :2008 ConLD : 26
## 3rd Qu.: 0.00 3rd Qu.: 8.000 3rd Qu.:2009 CWD : 12
## Max. :17000.00 Max. :12.000 Max. :2010 ConLI : 9
## (Other): 21
## Sale_Condition Sale_Price Longitude Latitude
## Abnorml: 190 Min. : 12789 Min. :-93.69 Min. :41.99
## AdjLand: 12 1st Qu.:129500 1st Qu.:-93.66 1st Qu.:42.02
## Alloca : 24 Median :160000 Median :-93.64 Median :42.03
## Family : 46 Mean :180796 Mean :-93.64 Mean :42.03
## Normal :2413 3rd Qu.:213500 3rd Qu.:-93.62 3rd Qu.:42.05
## Partial: 245 Max. :755000 Max. :-93.58 Max. :42.06
##
library(psych)
describe(ames)
| MS_SubClass* |
1 |
2930 |
5.292491e+00 |
4.357463e+00 |
5.00000 |
4.754266e+00 |
5.930400e+00 |
1.00000 |
16.00000 |
1.50000e+01 |
0.7267034 |
-0.5070124 |
0.0805007 |
| MS_Zoning* |
2 |
2930 |
3.083277e+00 |
6.635618e-01 |
3.00000 |
3.084471e+00 |
0.000000e+00 |
1.00000 |
7.00000 |
6.00000e+00 |
-0.2124723 |
6.3102800 |
0.0122588 |
| Lot_Frontage |
3 |
2930 |
5.764778e+01 |
3.349944e+01 |
63.00000 |
5.818473e+01 |
2.520420e+01 |
0.00000 |
313.00000 |
3.13000e+02 |
0.0250385 |
2.1516720 |
0.6188762 |
| Lot_Area |
4 |
2930 |
1.014792e+04 |
7.880018e+03 |
9436.50000 |
9.481050e+03 |
3.024504e+03 |
1300.00000 |
215245.00000 |
2.13945e+05 |
12.8077740 |
264.3869706 |
145.5772081 |
| Street* |
5 |
2930 |
1.995904e+00 |
6.387630e-02 |
2.00000 |
2.000000e+00 |
0.000000e+00 |
1.00000 |
2.00000 |
1.00000e+00 |
-15.5217245 |
239.0055030 |
0.0011801 |
| Alley* |
6 |
2930 |
1.985666e+00 |
2.596042e-01 |
2.00000 |
2.000000e+00 |
0.000000e+00 |
1.00000 |
3.00000 |
2.00000e+00 |
-0.6535454 |
11.7155791 |
0.0047960 |
| Lot_Shape* |
7 |
2930 |
1.402389e+00 |
5.702848e-01 |
1.00000 |
1.331911e+00 |
0.000000e+00 |
1.00000 |
4.00000 |
3.00000e+00 |
1.2479501 |
1.5083835 |
0.0105356 |
| Land_Contour* |
8 |
2930 |
3.777816e+00 |
7.031991e-01 |
4.00000 |
3.998293e+00 |
0.000000e+00 |
1.00000 |
4.00000 |
3.00000e+00 |
-3.1226507 |
8.4362234 |
0.0129911 |
| Utilities* |
9 |
2930 |
1.001707e+00 |
5.540580e-02 |
1.00000 |
1.000000e+00 |
0.000000e+00 |
1.00000 |
3.00000 |
2.00000e+00 |
34.0201767 |
1187.9571398 |
0.0010236 |
| Lot_Config* |
10 |
2930 |
4.055290e+00 |
1.603922e+00 |
5.00000 |
4.319113e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-1.1937666 |
-0.4447109 |
0.0296312 |
| Land_Slope* |
11 |
2930 |
1.053584e+00 |
2.483042e-01 |
1.00000 |
1.000000e+00 |
0.000000e+00 |
1.00000 |
3.00000 |
2.00000e+00 |
4.9830595 |
26.6246706 |
0.0045872 |
| Neighborhood* |
12 |
2930 |
7.772014e+00 |
6.075818e+00 |
6.00000 |
7.040529e+00 |
5.930400e+00 |
1.00000 |
28.00000 |
2.70000e+01 |
0.8581170 |
-0.0520205 |
0.1122460 |
| Condition_1* |
13 |
2930 |
3.040273e+00 |
8.724077e-01 |
3.00000 |
3.000000e+00 |
0.000000e+00 |
1.00000 |
9.00000 |
8.00000e+00 |
2.9876854 |
15.7385319 |
0.0161171 |
| Condition_2* |
14 |
2930 |
3.002048e+00 |
2.090376e-01 |
3.00000 |
3.000000e+00 |
0.000000e+00 |
1.00000 |
8.00000 |
7.00000e+00 |
12.0767140 |
308.9729348 |
0.0038618 |
| Bldg_Type* |
15 |
2930 |
1.517065e+00 |
1.218897e+00 |
1.00000 |
1.171928e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
2.1518391 |
3.0038936 |
0.0225182 |
| House_Style* |
16 |
2930 |
4.425597e+00 |
2.492480e+00 |
3.00000 |
4.406997e+00 |
0.000000e+00 |
1.00000 |
8.00000 |
7.00000e+00 |
0.5100860 |
-1.2876341 |
0.0460466 |
| Overall_Cond* |
17 |
2930 |
5.563140e+00 |
1.111537e+00 |
5.00000 |
5.468003e+00 |
0.000000e+00 |
1.00000 |
9.00000 |
8.00000e+00 |
0.5738415 |
1.4837965 |
0.0205348 |
| Year_Built |
18 |
2930 |
1.971356e+03 |
3.024536e+01 |
1973.00000 |
1.974247e+03 |
3.706500e+01 |
1872.00000 |
2010.00000 |
1.38000e+02 |
-0.6038435 |
-0.5046106 |
0.5587595 |
| Year_Remod_Add |
19 |
2930 |
1.984267e+03 |
2.086029e+01 |
1993.00000 |
1.985628e+03 |
2.075640e+01 |
1950.00000 |
2010.00000 |
6.00000e+01 |
-0.4514001 |
-1.3424069 |
0.3853776 |
| Roof_Style* |
20 |
2930 |
2.394881e+00 |
8.197217e-01 |
2.00000 |
2.243174e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
1.5584134 |
0.8882255 |
0.0151437 |
| Roof_Matl* |
21 |
2930 |
2.062799e+00 |
5.382105e-01 |
2.00000 |
2.000000e+00 |
0.000000e+00 |
1.00000 |
8.00000 |
7.00000e+00 |
8.7203343 |
76.9796054 |
0.0099430 |
| Exterior_1st* |
22 |
2930 |
1.116041e+01 |
3.650608e+00 |
14.00000 |
1.147184e+01 |
1.482600e+00 |
1.00000 |
16.00000 |
1.50000e+01 |
-0.5885754 |
-0.7610933 |
0.0674422 |
| Exterior_2nd* |
23 |
2930 |
1.187099e+01 |
3.998089e+00 |
15.00000 |
1.218899e+01 |
2.965200e+00 |
1.00000 |
17.00000 |
1.60000e+01 |
-0.5636232 |
-0.8976905 |
0.0738616 |
| Mas_Vnr_Type* |
24 |
2930 |
3.458362e+00 |
1.034637e+00 |
4.00000 |
3.477389e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-0.5875352 |
-1.0780697 |
0.0191141 |
| Mas_Vnr_Area |
25 |
2930 |
1.010969e+02 |
1.786345e+02 |
0.00000 |
6.028200e+01 |
0.000000e+00 |
0.00000 |
1600.00000 |
1.60000e+03 |
2.6166239 |
9.3422399 |
3.3001345 |
| Exter_Cond* |
26 |
2930 |
4.709898e+00 |
7.723926e-01 |
5.00000 |
4.926195e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-2.5031881 |
5.1134440 |
0.0142694 |
| Foundation* |
27 |
2930 |
2.392492e+00 |
7.261949e-01 |
2.00000 |
2.453925e+00 |
1.482600e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
0.0107612 |
0.7550324 |
0.0134159 |
| Bsmt_Cond* |
28 |
2930 |
5.671672e+00 |
9.857553e-01 |
6.00000 |
5.984215e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
-2.8728684 |
6.8323373 |
0.0182111 |
| Bsmt_Exposure* |
29 |
2930 |
3.324915e+00 |
1.151643e+00 |
4.00000 |
3.495734e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-1.1049713 |
-0.2565421 |
0.0212757 |
| BsmtFin_Type_1* |
30 |
2930 |
4.179181e+00 |
2.232089e+00 |
3.00000 |
4.223976e+00 |
2.965200e+00 |
1.00000 |
7.00000 |
6.00000e+00 |
0.0891798 |
-1.5063367 |
0.0412361 |
| BsmtFin_SF_1 |
31 |
2930 |
4.177474e+00 |
2.233373e+00 |
3.00000 |
4.222270e+00 |
2.965200e+00 |
0.00000 |
7.00000 |
7.00000e+00 |
0.0890645 |
-1.5053194 |
0.0412598 |
| BsmtFin_Type_2* |
32 |
2930 |
6.546416e+00 |
1.277505e+00 |
7.00000 |
6.927474e+00 |
0.000000e+00 |
1.00000 |
7.00000 |
6.00000e+00 |
-3.0288974 |
8.3925393 |
0.0236009 |
| BsmtFin_SF_2 |
33 |
2930 |
4.970546e+01 |
1.691421e+02 |
0.00000 |
1.982935e+00 |
0.000000e+00 |
0.00000 |
1526.00000 |
1.52600e+03 |
4.1365550 |
18.7403455 |
3.1247687 |
| Bsmt_Unf_SF |
34 |
2930 |
5.590717e+02 |
4.395406e+02 |
465.50000 |
5.104744e+02 |
4.143867e+02 |
0.00000 |
2336.00000 |
2.33600e+03 |
0.9221001 |
0.4043487 |
8.1201707 |
| Total_Bsmt_SF |
35 |
2930 |
1.051256e+03 |
4.409680e+02 |
990.00000 |
1.034807e+03 |
3.498936e+02 |
0.00000 |
6110.00000 |
6.11000e+03 |
1.1496679 |
9.0816381 |
8.1465416 |
| Heating* |
36 |
2930 |
2.025256e+00 |
2.452214e-01 |
2.00000 |
2.000000e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
12.0957649 |
168.4515977 |
0.0045303 |
| Heating_QC* |
37 |
2930 |
2.538908e+00 |
1.743942e+00 |
1.00000 |
2.423635e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
0.4808449 |
-1.5194533 |
0.0322180 |
| Central_Air* |
38 |
2930 |
1.933106e+00 |
2.498813e-01 |
2.00000 |
2.000000e+00 |
0.000000e+00 |
1.00000 |
2.00000 |
1.00000e+00 |
-3.4653089 |
10.0117831 |
0.0046164 |
| Electrical* |
39 |
2930 |
4.686689e+00 |
1.045953e+00 |
5.00000 |
5.000000e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
-3.0851990 |
7.6730909 |
0.0193232 |
| First_Flr_SF |
40 |
2930 |
1.159558e+03 |
3.918909e+02 |
1084.00000 |
1.127169e+03 |
3.498936e+02 |
334.00000 |
5095.00000 |
4.76100e+03 |
1.4679244 |
6.9480810 |
7.2398797 |
| Second_Flr_SF |
41 |
2930 |
3.354560e+02 |
4.283957e+02 |
0.00000 |
2.728959e+02 |
0.000000e+00 |
0.00000 |
2065.00000 |
2.06500e+03 |
0.8655698 |
-0.4179641 |
7.9142781 |
| Gr_Liv_Area |
42 |
2930 |
1.499690e+03 |
5.055089e+02 |
1442.00000 |
1.452245e+03 |
4.610886e+02 |
334.00000 |
5642.00000 |
5.30800e+03 |
1.2728055 |
4.1238681 |
9.3388841 |
| Bsmt_Full_Bath |
43 |
2930 |
4.310580e-01 |
5.247620e-01 |
0.00000 |
3.959044e-01 |
0.000000e+00 |
0.00000 |
3.00000 |
3.00000e+00 |
0.6170954 |
-0.7491410 |
0.0096946 |
| Bsmt_Half_Bath |
44 |
2930 |
6.109220e-02 |
2.451750e-01 |
0.00000 |
0.000000e+00 |
0.000000e+00 |
0.00000 |
2.00000 |
2.00000e+00 |
3.9383536 |
14.8953904 |
0.0045294 |
| Full_Bath |
45 |
2930 |
1.566553e+00 |
5.529406e-01 |
2.00000 |
1.557594e+00 |
0.000000e+00 |
0.00000 |
4.00000 |
4.00000e+00 |
0.1717761 |
-0.5442378 |
0.0102151 |
| Half_Bath |
46 |
2930 |
3.795222e-01 |
5.026293e-01 |
0.00000 |
3.387372e-01 |
0.000000e+00 |
0.00000 |
2.00000 |
2.00000e+00 |
0.6969988 |
-1.0319744 |
0.0092857 |
| Bedroom_AbvGr |
47 |
2930 |
2.854266e+00 |
8.277311e-01 |
3.00000 |
2.832338e+00 |
0.000000e+00 |
0.00000 |
8.00000 |
8.00000e+00 |
0.3053813 |
1.8828128 |
0.0152917 |
| Kitchen_AbvGr |
48 |
2930 |
1.044369e+00 |
2.140762e-01 |
1.00000 |
1.000000e+00 |
0.000000e+00 |
0.00000 |
3.00000 |
3.00000e+00 |
4.3094087 |
19.8182212 |
0.0039549 |
| TotRms_AbvGrd |
49 |
2930 |
6.443003e+00 |
1.572964e+00 |
6.00000 |
6.333618e+00 |
1.482600e+00 |
2.00000 |
15.00000 |
1.30000e+01 |
0.7527712 |
1.1477391 |
0.0290593 |
| Functional* |
50 |
2930 |
7.691809e+00 |
1.175414e+00 |
8.00000 |
8.000000e+00 |
0.000000e+00 |
1.00000 |
8.00000 |
7.00000e+00 |
-3.8253633 |
13.7939856 |
0.0217149 |
| Fireplaces |
51 |
2930 |
5.993174e-01 |
6.479209e-01 |
1.00000 |
5.183447e-01 |
1.482600e+00 |
0.00000 |
4.00000 |
4.00000e+00 |
0.7384585 |
0.0971731 |
0.0119698 |
| Garage_Type* |
52 |
2930 |
2.582935e+00 |
2.050269e+00 |
1.00000 |
2.334898e+00 |
0.000000e+00 |
1.00000 |
7.00000 |
6.00000e+00 |
0.7394870 |
-1.0583245 |
0.0378771 |
| Garage_Finish* |
53 |
2930 |
2.868942e+00 |
1.204815e+00 |
3.00000 |
2.961177e+00 |
1.482600e+00 |
1.00000 |
4.00000 |
3.00000e+00 |
-0.5998477 |
-1.2202687 |
0.0222580 |
| Garage_Cars |
54 |
2930 |
1.766212e+00 |
7.611367e-01 |
2.00000 |
1.767491e+00 |
0.000000e+00 |
0.00000 |
5.00000 |
5.00000e+00 |
-0.2209361 |
0.2386914 |
0.0140614 |
| Garage_Area |
55 |
2930 |
4.726584e+02 |
2.151872e+02 |
480.00000 |
4.682223e+02 |
1.823598e+02 |
0.00000 |
1488.00000 |
1.48800e+03 |
0.2398188 |
0.9416831 |
3.9754163 |
| Garage_Cond* |
56 |
2930 |
5.765188e+00 |
8.016816e-01 |
6.00000 |
6.000000e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
-3.6021824 |
12.5775173 |
0.0148104 |
| Paved_Drive* |
57 |
2930 |
2.831399e+00 |
5.363888e-01 |
3.00000 |
3.000000e+00 |
0.000000e+00 |
1.00000 |
3.00000 |
2.00000e+00 |
-2.9849322 |
7.1493968 |
0.0099094 |
| Wood_Deck_SF |
58 |
2930 |
9.375188e+01 |
1.263616e+02 |
0.00000 |
7.121416e+01 |
0.000000e+00 |
0.00000 |
1424.00000 |
1.42400e+03 |
1.8407918 |
6.7337405 |
2.3344317 |
| Open_Porch_SF |
59 |
2930 |
4.753345e+01 |
6.748340e+01 |
27.00000 |
3.387244e+01 |
4.003020e+01 |
0.00000 |
742.00000 |
7.42000e+02 |
2.5327906 |
10.9241024 |
1.2467034 |
| Enclosed_Porch |
60 |
2930 |
2.301160e+01 |
6.413906e+01 |
0.00000 |
4.829778e+00 |
0.000000e+00 |
0.00000 |
1012.00000 |
1.01200e+03 |
4.0103363 |
28.4151135 |
1.1849193 |
| Three_season_porch |
61 |
2930 |
2.592491e+00 |
2.514133e+01 |
0.00000 |
0.000000e+00 |
0.000000e+00 |
0.00000 |
508.00000 |
5.08000e+02 |
11.3921213 |
149.6265877 |
0.4644666 |
| Screen_Porch |
62 |
2930 |
1.600205e+01 |
5.608737e+01 |
0.00000 |
0.000000e+00 |
0.000000e+00 |
0.00000 |
576.00000 |
5.76000e+02 |
3.9534162 |
17.8124277 |
1.0361706 |
| Pool_Area |
63 |
2930 |
2.243345e+00 |
3.559718e+01 |
0.00000 |
0.000000e+00 |
0.000000e+00 |
0.00000 |
800.00000 |
8.00000e+02 |
16.9218026 |
299.0552932 |
0.6576303 |
| Pool_QC* |
64 |
2930 |
3.994198e+00 |
1.318272e-01 |
4.00000 |
4.000000e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-18.4899644 |
403.9551606 |
0.0024354 |
| Fence* |
65 |
2930 |
4.494880e+00 |
1.090075e+00 |
5.00000 |
4.767065e+00 |
0.000000e+00 |
1.00000 |
5.00000 |
4.00000e+00 |
-1.9962746 |
2.7396721 |
0.0201383 |
| Misc_Feature* |
66 |
2930 |
3.064846e+00 |
3.647488e-01 |
3.00000 |
3.000000e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
4.9330117 |
24.6542528 |
0.0067385 |
| Misc_Val |
67 |
2930 |
5.063515e+01 |
5.663443e+02 |
0.00000 |
0.000000e+00 |
0.000000e+00 |
0.00000 |
17000.00000 |
1.70000e+04 |
21.9772674 |
564.8476877 |
10.4627709 |
| Mo_Sold |
68 |
2930 |
6.216041e+00 |
2.714492e+00 |
6.00000 |
6.156997e+00 |
2.965200e+00 |
1.00000 |
12.00000 |
1.10000e+01 |
0.1923989 |
-0.4576397 |
0.0501481 |
| Year_Sold |
69 |
2930 |
2.007790e+03 |
1.316613e+00 |
2008.00000 |
2.007738e+03 |
1.482600e+00 |
2006.00000 |
2010.00000 |
4.00000e+00 |
0.1347244 |
-1.1589064 |
0.0243234 |
| Sale_Type* |
70 |
2930 |
9.358703e+00 |
1.878160e+00 |
10.00000 |
9.874573e+00 |
0.000000e+00 |
1.00000 |
10.00000 |
9.00000e+00 |
-3.3213129 |
10.7566598 |
0.0346975 |
| Sale_Condition* |
71 |
2930 |
4.779864e+00 |
1.076299e+00 |
5.00000 |
5.000000e+00 |
0.000000e+00 |
1.00000 |
6.00000 |
5.00000e+00 |
-2.7934757 |
7.2515027 |
0.0198838 |
| Sale_Price |
72 |
2930 |
1.807961e+05 |
7.988669e+04 |
160000.00000 |
1.704292e+05 |
5.485620e+04 |
12789.00000 |
755000.00000 |
7.42211e+05 |
1.7417153 |
5.1025881 |
1475.8445972 |
| Longitude |
73 |
2930 |
-9.364290e+01 |
2.569960e-02 |
-93.64181 |
-9.364192e+01 |
2.852470e-02 |
-93.69315 |
-93.57743 |
1.15726e-01 |
-0.3085097 |
-0.9356667 |
0.0004748 |
| Latitude |
74 |
2930 |
4.203448e+01 |
1.841010e-02 |
42.03466 |
4.203572e+01 |
2.007890e-02 |
41.98650 |
42.06339 |
7.68900e-02 |
-0.4863950 |
-0.1813210 |
0.0003401 |
ames_num <- select_if(ames, is.numeric)
#pairs(ames_num[,c(1:10)])
library(DataExplorer)
plot_bar(ames)
library(ggridges)
ames %>%
mutate(home_age = 2020-Year_Built) %>%
ggplot(aes(x = home_age, y = reorder(Neighborhood, home_age))) +
ggridges::geom_density_ridges() +
theme_minimal()
